Modular Hierarchical Model Predictive Control for Coordinated and Holistic Energy Management of Buildings

被引:25
|
作者
Vasak, Mario [1 ]
Banjac, Anita [1 ]
Hure, Nikola [1 ]
Novak, Hrvoje [1 ]
Marusic, Danko [1 ]
Lesic, Vinko [1 ]
机构
[1] Univ Zagreb, Fac Elect Engn & Comp, Lab Renewable Energy Syst, HR-10000 Zagreb, Croatia
关键词
Buildings; HVAC; Costs; Microgrids; Thermal energy; Optimization; Control systems; Building energy management system; central medium conditioning; zone comfort control; energy efficiency; hierarchical coordination; microgrid energy management; model predictive control; price-optimal control; LOAD MANAGEMENT; SYSTEMS;
D O I
10.1109/TEC.2021.3116153
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Modular building energy management strategy based on a three-level hierarchical model predictive control is proposed in the paper. Building zones, central medium conditioning and microgrid subsystems are controlled independently by individual linear and nonlinear model predictive controllers, and further integrated together as levels of hierarchical coordination control structure based on price-consumption information exchange. The three-level coordination provides a holistic energy management strategy and enables significant demand response ancillary services for buildings as prosumers, while retaining the independence of required expertise in very different building subsystems. The approach is applied for daily operation scheduling of a full-scale building consisting of 248 offices. Models of building subsystems are obtained by identification procedures on measurement data. Compared to rule-based control, detailed realistic simulations show that the overall building operation cost for typical days in summer is reduced by 9-12% for level-by-level energy-optimal and by 15-24% for price-optimal, coordinated operation. The application of predictive control in the proposed way also improves the indoor comfort substantially.
引用
收藏
页码:2670 / 2682
页数:13
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